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Detection and classification of rainfall in South America using satellite images and machine learning techniques 利用卫星图像和机器学习技术对南美洲降雨量进行检测和分类
IF 0.9 Pub Date : 2023-12-22 DOI: 10.4279/pip.150006
Federico Andelsman, Sergio Masuelli, Francisco Tamarit
The study of precipitation is one of the most intriguing areas in atmospheric sciences, with significant implications for our daily lives and climate change projections. This paper explores the estimation of rainfall trends in South American regions using convolutional neural networks (CNNs). The study focuses on the application of Cloud-Net, a CNN-based model with a format similar to an autoencoder, to obtain qualitative estimates of precipitation patterns. The employed loss functions, Categorical Cross Entropy and Categorical Focal Loss, address the challenges of classifying minority categories in unbalanced data. Regional analysis was conducted, identifying days with high rainfall intensity and the predominant intensities in 25 regions. The CNN model’s performance was compared with the XGBoost algorithm, showing excellent results for extreme rainfall categories and challenging intermediate categories. Furthermore, a comparison was made with Quantitative Precipitation Estimation (QPE) data and ground measurements from rain gauges. While the CNN model provided a valuable qualitative estimate of precipitation trends, achieving precise quantitative estimation would require an extensive data set of in-situ measurements. Overall, this research demonstrates the potential of CNNs for estimating rainfall trends and understanding precipitation patterns in South American regions. The findings offer valuable insights for further applications in meteorology and environmental studies.
降水研究是大气科学中最引人入胜的领域之一,对我们的日常生活和气候变化预测有着重要影响。本文探讨了利用卷积神经网络(CNN)估算南美地区降水趋势的问题。研究重点是应用 Cloud-Net(一种基于 CNN 的模型,其格式类似于自动编码器)来获得降水模式的定性估计。所采用的损失函数--分类交叉熵和分类焦点损失--解决了在不平衡数据中对少数类别进行分类的难题。进行了区域分析,确定了 25 个地区的高降雨强度天数和主要强度。CNN 模型的性能与 XGBoost 算法进行了比较,结果表明,在极端降雨类别和具有挑战性的中间类别中,CNN 模型的性能表现出色。此外,还与定量降水估算(QPE)数据和雨量计的地面测量数据进行了比较。虽然 CNN 模型对降水趋势进行了有价值的定性估算,但要实现精确的定量估算,还需要大量的现场测量数据。总之,这项研究证明了 CNN 在估计降水趋势和了解南美地区降水模式方面的潜力。研究结果为进一步应用于气象学和环境研究提供了宝贵的见解。
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引用次数: 0
Electric reduced transition probabilities of (^{186}text{W}) and (^{186}text{Os}) isobars through the interacting boson model-I 通过相互作用玻色子模型-I 实现的等(^{186}text{W})和(^{186}text{Os})等值线的电还原转换概率
IF 0.9 Pub Date : 2023-12-08 DOI: 10.4279/pip.150005
A. Salam, I. Hossain, H. H. Kassim, Ahmed Saleh, A. H. H. Alghanmi, F. I. Sharrad, N. Aldahan
In this study, we applied the Interacting Boson Model (IBM-I) to compute the electric reduced transition probabilities B(E2)(downarrow) of even-even neutron rich (^{186}text{W}) and (^{186}text{Os}) isobars. The ratio (R_{4/2} = E(4_{1}^{+}) / E(2_{1}^{+})) has also been calculated for those isobars and the SU(3) symmetry for those isobars has been reported. (E(4_{1}^{+})) and (E(2_{1}^{+})) indicate the energy level of (4_{1}^{+}) and (2_{1}^{+}), respectively. We have described the strength of B(E2) in W.u. for (^{186}text{W}) and (^{186}text{Os}) isobars of some of the low-lying quadrupole collective states in contrast to obtainable measured data. The electric reduced transition probabilities B(E2)(downarrow) from yrast state gamma transition from (12_1^{+} rightarrow 10_1^{+}), (10_1^{+} rightarrow 8_1^{+}), (8_1^{+} rightarrow 6_1^{+}), (6_1^{+} rightarrow 4_1^{+}), (4_1^{+} rightarrow 2_1^{+}) and (2_1^{+} rightarrow 0_1^{+}) and other bands states and B(E2) ratio of (^{186}text{W}) and (^{186}text{Os}) isobars have been compared with obtainable measured data and other previous studies. Also calculated were the systematic strength of B(E2), intrinsic quadrupole moments, and deformation parameters of even-even (^{186}text{W}) and (^{186}text{Os}) isobars. The data from these calculations are in good matching with the obtainable measured data. The IBM-I model for the strength of B(E2) has been systematically deduced in SU(3) limit for a few yrasts states transitions in (^{186}text{W}) and (^{186}text{Os}) isobars.
本研究应用相互作用玻色子模型(IBM-I)计算了偶偶富中子(^{186}text{W})和(^{186}text{Os})等压线的电约化跃迁概率B(E2) (downarrow)。还计算了这些等压线的比值(R_{4/2} = E(4_{1}^{+}) / E(2_{1}^{+})),并报道了这些等压线的SU(3)对称性。(E(4_{1}^{+}))和(E(2_{1}^{+}))分别表示(4_{1}^{+})和(2_{1}^{+})的能级。我们已经描述了W.u.的B(E2)强度,对于一些低洼四极集体状态的(^{186}text{W})和(^{186}text{Os})等压线,与可获得的测量数据进行对比。将(^{186}text{W})和(^{186}text{Os})等谱线的电降跃迁概率B(E2) (downarrow)、(12_1^{+} rightarrow 10_1^{+})、(10_1^{+} rightarrow 8_1^{+})、(8_1^{+} rightarrow 6_1^{+})、(6_1^{+} rightarrow 4_1^{+})、(4_1^{+} rightarrow 2_1^{+})和(2_1^{+} rightarrow 0_1^{+})等谱线的电降跃迁概率B(E2)与已有实测数据和其他前人研究结果进行了比较。还计算了B(E2)的系统强度、固有四极矩以及偶偶(^{186}text{W})和(^{186}text{Os})等压线的变形参数。这些计算得到的数据与可获得的实测数据吻合良好。在SU(3)极限条件下,系统地推导了在(^{186}text{W})和(^{186}text{Os})等压线上的几个砂态转变的IBM-I强度模型。
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引用次数: 0
Insights into vibrational and electronic properties of (6,6)-phenyl-C61-butyric acid methyl ester (PCBM) chemical bonding with (CuO)n clusters: a DFT study (6,6)-苯基- c61 -丁酸甲酯(PCBM)与(CuO)n簇化学键合的振动和电子性质:DFT研究
Pub Date : 2023-10-19 DOI: 10.4279/pip.150004
Carlos Eduardo Martínez-Núñez, Y Delgado-Beleño, M Cortez-Valadez, O Rocha-Rocha, Ramón A B Alvarez, M Flores-Acosta
Density functional theory (DFT) was used to study the electronic and vibrational properties of the chemical bond between the [6,6]-phenyl-C61-Butyric acid methyl ester (PCBM) and (CuO)n clusters. After chemical adsorption, the HOMO orbitals of PCBM primarily shifted towards (CuO)n, leading to a noticeable reduction in the band gap. Similarly, the bond established is responsible for the spatial redistribution of boundary orbitals, mainly towards the clusters. In addition, the orbital analysis revealed that the primary contributions to the chemical bond originated from the Cu atoms. The PCBM Raman intensity shows a meaningful enhancement consequence of the chemical bond established with the clusters. In addition, new normal modes of PCBM are observed in the Raman activity spectrum after the chemical adsorption.
采用密度泛函理论(DFT)研究了[6,6]-苯基- c61 -丁酸甲酯(PCBM)与(CuO)n簇之间化学键的电子和振动性质。化学吸附后,PCBM的HOMO轨道主要向(CuO)n方向移动,导致带隙明显减小。同样,建立的键负责边界轨道的空间重新分布,主要是朝向团簇。此外,轨道分析表明,Cu原子对化学键的主要贡献来源于Cu原子。PCBM的拉曼强度显示出与团簇建立化学键有显著增强的结果。此外,化学吸附后,在拉曼光谱中观察到新的正态模式。
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引用次数: 0
Study of hysteresis in the ferromagnetic random field 3-state clock model in two and three dimensional periodic lattices at zero temperature and in the presence of dilution and an absorbing state 零温度、稀释和吸收状态下二维和三维周期晶格中铁磁随机场三态时钟模型的磁滞研究
IF 0.9 Pub Date : 2023-06-16 DOI: 10.4279/pip.150003
Elisheba Syiem, R. Kharwanlang
We numerically study hysteresis in the ferromagnetic random field 3-state clock model in two and three dimensional periodic lattices at zero temperature and in the zero frequency limit of the driving field. The on-site quenched disorders are continuous and are drawn froma uniform distribution. We numerically analyzed the effects of disorder on the dynamics of the model and hence on the shape of the hysteresis loops. We also study the model in the presence of dilution and an absorbing state.
我们数值研究了零温度和驱动场零频率极限下二维和三维周期晶格中铁磁随机场三态时钟模型中的磁滞现象。现场淬火的无序是连续的,并且是从均匀分布中提取的。我们数值分析了无序对模型动力学的影响,从而对磁滞回线的形状的影响。我们还研究了在稀释和吸收状态下的模型。
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引用次数: 0
Changes in the surface irradiance during the total solar eclipse 2020 in Valcheta, Argentina 阿根廷瓦尔切塔2020年日全食期间地表辐照度的变化
IF 0.9 Pub Date : 2023-04-04 DOI: 10.4279/pip.150002
P. F. Orte, E. Fernández Lajús, R. P. Di Sisto, E. Wolfram, Anabela Lusi, M. G. Nicora, R. D’Elia, Federico Verstraeten, S. Papandrea, Facundo Carmona
On December 14, 2020, southern South America experienced a total solar eclipse close to the solar noon. The path of totality, about 90 km wide, extended over the continental region from the Chilean west coast to the Argentine east coast, passing through the provinces of Neuquén, Río Negro and the extreme south of Buenos Aires. In order to study the effects on the atmosphere produced by the total eclipse, the Servicio Meteorológico Nacional Argentino (SMN) and Instituto de Investigaciones Científicas y Técnicas para la Defensa (CITEDEF) carried out a surface radiometric monitoring campaign in Valcheta (40.69°S; 66.15°W), Río Negro, Argentina. In this work, we explore the global surface solar irradiance on a horizontal plane (GHI) with the main objective of quantifying the changes in this parameter for cloudy and clear sky atmospheric conditions, combining ground-based measurements and modeling. A solar limb-darkening function was successfully implemented in the calculation of the irradiance at the top of the atmosphere (TOA) during the eclipse. We estimated a significant GHI attenuation of 41 % between the first (C1) and last (C4) contacts of eclipse compared to similar atmospheric conditions without the total eclipse, which represent a daily reduction of 12 %. In terms of irradiation, a reduction of 3360.1 KJ/m2 was calculated.
2020年12月14日,南美洲南部在接近太阳中午时出现日全食。全食路径宽约90公里,从智利西海岸延伸至阿根廷东海岸,途经诺伊昆省、里奥内格罗省和布宜诺斯艾利斯最南端。为了研究日全食对大气的影响,阿根廷国家气象局(SMN)和国防科学研究所(CITEDEF)在阿根廷内格罗的瓦尔切塔(40.69°S;66.15°W)开展了地表辐射监测活动。在这项工作中,我们探索了水平面上的全球表面太阳辐照度(GHI),主要目的是结合地面测量和建模,量化多云和晴朗天空大气条件下该参数的变化。日食期间,在计算大气层顶部辐照度(TOA)时成功地实现了日翼变暗功能。我们估计,与没有日全食的类似大气条件相比,在日食的第一次(C1)和最后一次(C4)接触之间,GHI显著衰减41%,这意味着每天减少12%。在辐射方面,计算出3360.1KJ/m2的减少。
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引用次数: 0
When you can’t count, sample! 当你不能数的时候,抽样!
IF 0.9 Pub Date : 2023-02-11 DOI: 10.4279/pip.150001
Stefano Martiniani, Mathias Casiulis
In statistical mechanics, measuring the number of available states and their probabilities, and thus the system’s entropy, enables the prediction of the macroscopic properties of a physical system at equilibrium. This predictive capacity hinges on the knowledge of the a priori probabilities of observing the states of the system, given by the Boltzmann distribution. Unfortunately, the successes of equilibrium statistical mechanics are hardto replicate out of equilibrium, where the a priori probabilities of observing states are, in general, not known, precluding the naı̈ve application of common tools. In the last decade, exciting developments have occurred that enable direct numerical estimation of the entropy and density of states of athermal and non-equilibrium systems, thanks to significant methodological advances in the computation of the volume of high-dimensional basins of attraction. Here, we provide a detailed account of these methods, underscoring the challenges present in such estimations, recent progress on the matter, and promising directions for future work.
在统计力学中,测量可用状态的数量及其概率,以及系统的熵,可以预测处于平衡状态的物理系统的宏观性质。这种预测能力取决于观察系统状态的先验概率的知识,由玻尔兹曼分布给出。不幸的是,平衡统计力学的成功很难在平衡之外复制,在平衡之外,观察状态的先验概率通常是未知的,这排除了常用工具的初步应用。在过去的十年里,由于在计算高维吸引盆地体积方面取得了重大的方法进步,出现了令人兴奋的发展,使得能够直接对无热和非平衡系统的状态熵和密度进行数值估计。在这里,我们详细介绍了这些方法,强调了这些估计中存在的挑战、这方面的最新进展以及未来工作的有希望的方向。
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引用次数: 1
Down to the root of vegetated soil: challenges and state-of-the-art 深入到植被土壤的根源:挑战和最新技术
IF 0.9 Pub Date : 2022-11-30 DOI: 10.4279/pip.140014
Hongyang Cheng, F. Anselmucci, Xinyan Fan, Yijian Zeng, S. Luding, V. Magnanimo
Vegetated soil plays an essential role in confronting climate change. It is the host material where inorganic carbon is stored and green infrastructures are built. The expected impacts of climate change, such as extreme wetting-drying cycles, pose an urgent need to understand the interplay between soil deformation, root growth, and water/solute uptake. The key to this challenge lies in the extension of unsaturated soil mechanics to incorporate bio-hydrological processes, such as root growth and water uptake. In this paper, we first provide an overview of the state-of-the-art knowledge of root-zone mechanics and bio-hydrology. We identify the main knowledge gaps and suggest an integrated, bottom-to-top approach to develop a multidisciplinary understanding of soil-water-root interaction. We demonstrate how emerging experimental and numerical methods can be used to study rooted soil under wetting--drying cycles. Although focused on the biophysical processes at root/soil particle scales, we discuss potential up-scaling from the root to the field scale and further research on remaining challenges, such as the microbial activities in vegetated soil.
植被土壤在应对气候变化方面发挥着至关重要的作用。它是储存无机碳和建设绿色基础设施的主体材料。气候变化的预期影响,如极端的干湿循环,迫切需要了解土壤变形、根系生长和水/溶质吸收之间的相互作用。这一挑战的关键在于将非饱和土壤力学扩展到包括生物水文过程,如根系生长和水分吸收。在本文中,我们首先概述了根区力学和生物水文学的最新知识。我们确定了主要的知识差距,并提出了一种综合的、自下而上的方法来发展对土壤-水-根相互作用的多学科理解。我们展示了新兴的实验和数值方法如何用于研究湿润-干燥循环下的根系土壤。尽管我们关注的是根/土壤颗粒尺度上的生物物理过程,但我们讨论了从根到田间尺度的潜在扩展,以及对剩余挑战的进一步研究,如植被土壤中的微生物活性。
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引用次数: 0
Observation of atmospheric scintillation during the 2020 total eclipse in northern Patagonia 2020年巴塔哥尼亚北部日全食期间的大气闪烁观测
IF 0.9 Pub Date : 2022-11-04 DOI: 10.4279/pip.140013
C. Schmiegelow, Martín Drechsler, Lautaro E. Filgueria, Nicolás A. Nuñez Barreto, Franco Meconi
During the December 2020 total eclipse we registered time resolved light measurements of incident solar light with VIS-NIR photodiodes in northern Patagonia. Signals compatible with the observation of shadow bands in the 200 s before and after totality were observed. A strong increase in the normalized noise spectral densities of recorded incident radiation near totality suggests the presence of shadow bands. Originally high-altitude balloon measurements and spatial correlation ground measurements were planned, but the harsh climate conditions limited the campaign’s results.
在2020年12月的日全食期间,我们在巴塔哥尼亚北部用VIS-NIR光电二极管记录了入射太阳光的时间分辨光测量结果。在全食前后的200秒内观察到与阴影带观测结果相一致的信号。在全食附近记录的入射辐射的归一化噪声谱密度的强烈增加表明存在阴影带。最初计划进行高空气球测量和空间相关性地面测量,但恶劣的气候条件限制了活动的结果。
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引用次数: 0
Confined sheared flows of hard and soft granular materials: Some challenges in tribology and fault mechanics 软硬颗粒材料的受限剪切流:摩擦学和故障力学中的一些挑战
IF 0.9 Pub Date : 2022-08-31 DOI: 10.4279/pip.140012
G. Mollon, A. Quacquarelli, Yinyin Zhang, N. Casas, O. Bouillanne, Alizée Madrignac, Kevin Daigne
This paper belongs to a Focus Series dedicated to Challenges in Granular Matter. As such, it does not report any new finding, but rather offers an overview of the state of the art and of current and future challenges for the granular physics community. The focus is placed on the case of confined sheared flows of granular samples with particular complexities, such as soft, angular, or cemented grains, with applications in tribology and fault mechanics. We first explain why granular science may help to improve our understanding of dry friction in these two applications, and illustrate some recently unveiled aspects regarding the complexity of the problem. We then describe a few avenues for future research on the topic, focusing on the dialogue between simulations and experiments, on scale-related challenges, and on some pivotal computational aspects.
本文属于专注于颗粒物质挑战的焦点系列。因此,它没有报告任何新的发现,而是概述了颗粒物理学界的最新技术以及当前和未来的挑战。重点放在具有特殊复杂性的颗粒样品的受限剪切流的情况上,如软颗粒、角颗粒或胶结颗粒,在摩擦学和故障力学中的应用。我们首先解释了为什么颗粒科学可能有助于提高我们对这两种应用中干摩擦的理解,并说明了最近公布的关于该问题复杂性的一些方面。然后,我们描述了未来研究该主题的一些途径,重点是模拟和实验之间的对话、与规模相关的挑战以及一些关键的计算方面。
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引用次数: 0
Future challenges on focused fluid migration in sedimentary basins: insight from field data, laboratory experiments and numerical simulations 沉积盆地聚焦流体运移的未来挑战:来自现场数据、实验室实验和数值模拟的见解
IF 0.9 Pub Date : 2022-07-22 DOI: 10.4279/pip.140011
V. Vidal, A. Gay
In a present context of sustainable energy and hazard mitigation, understanding fluid migration in sedimentary basins – large subsea provinces of fine saturated sands and clays – is a crucial challenge. Such migration leads to gas or liquid expulsion at the seafloor, whichmay be the signature of deep hydrocarbon reservoirs, or precursors to violent subsea fluid releases. If the former may orient future exploitation, the latter represent strong hazards for anthropic activities such as offshore production, CO$_2$ storage, transoceanic telecom fibers or deep-sea mining. However, at present, the dynamics of fluid migration in sedimentary layers, in particular the upper 500 m, still remains unknown in spite of its strong influence on fluid distribution at the seafloor. Understanding the mechanisms controlling fluid migration and release requires the combination of accurate field data, laboratory experiments and numerical simulations. Each technique shall lead to the understanding of the fluid structures, the mechanisms at stake, and deep insights into fundamental processes ranging from the grain scale to the kilometers-long natural pipes in the sedimentary layers.Here we review the present available techniques, advances and challenges still open for the geosciences, physics, and computer science communities.
在目前可持续能源和减灾的背景下,了解沉积盆地中的流体迁移是一项至关重要的挑战。这种迁移导致海底的气体或液体排出,这可能是深层油气藏的特征,或者是海底流体剧烈释放的前兆。如果前者可以指导未来的开采,那么后者对海洋生产、二氧化碳储存、跨洋电信纤维或深海采矿等人类活动构成了强烈的危险。然而,目前,沉积层,特别是上层500米的流体迁移动力学仍然未知,尽管它对海底流体分布有很大影响。了解控制流体迁移和释放的机制需要结合准确的现场数据、实验室实验和数值模拟。每种技术都将有助于理解流体结构、关键机制,并深入了解沉积层中从颗粒尺度到千米长的天然管道的基本过程。在这里,我们回顾了目前地球科学、物理学和计算机科学界仍然面临的技术、进展和挑战。
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引用次数: 1
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